{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distributions\n",
    "ggplot provides 2 main ways to visualize distributions: histograms and density plots. Both are fairly easy to do, but __it's not recommended that you use them at the same time__. Reason being the scales of each are very different and can __create  confusion __ about your data as opposed to being helpful. So before you ask, *no, there is not an easy (or at least sanctioned) way to create a histogram that's overlayed with a density plot*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Density Plots\n",
    "`stat_density` and `geom_density` geoms can be applied to ggplot base objects to create density plots. They're actually the exact same thing, it's just a matter of preference as to whether you want to use the `stat` or `geom` version. Both use a [gaussian kernel density estimator](http://docs.scipy.org/doc/scipy-0.17.0/reference/generated/scipy.stats.gaussian_kde.html) to estimate the probability density function that's used in the plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pAAAAcYnwHGUKCgpYugEAAGASwnOUYd0zAACAeQjPUeass87S9u3bzS4DAAAg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\nQN8Iz0AcGTx4sO6//3797Gc/0/e//30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ewo4dO1BUVISqqioAQFtbG27fvo3t27fjjTfe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\ndQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f409b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284428701)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price')) + geom_density()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pAAAAcYnwHGUKCgpYugEAAGASwnOUYd0zAACAeQjPUeass87S9u3bzS4DAAAg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\nQN8Iz0AcGTx4sO6//3797Gc/0/e//30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ewo4dO1BUVISqqioAQFtbG27fvo3t27fjjTfe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\ndQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105e8b490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285372009)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price')) + stat_density()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just as you do can with other geoms, you can add different aesthetics to your plot in order to visualize multi-dimensional data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YqMLT4coxERERUe1icpxHulNFddo/y1w5JiIiIqpZzNLy0KIiZHvlX8YD+EIeERERUS1j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t/fCaZaXomiKTj1smz31m/mkcFDZJ3ipONrG9/Ood4f4omrv0CxI6zwh5vh28MxHrnl1wj/8AHU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\nv8UYjJS8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110049990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285311509)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price', color='clarity')) + stat_density()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Careful, it's easy to get carried away"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RWUjVFiMZ5HYRIiIiopmKSfYsxJVsIiIiopmNSfYspGgVSIYvwDRShZ4KEREREWXAJHsW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\nEgWU7Q6rUzlWtzIE08N4lUG8wMWynidrt0jHLax6hr5KkUjEjOc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AVr/5r5c8fui7v8vq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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fdf9850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285662985)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price', color='clarity', linetype='cut')) + stat_density()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histograms\n",
    "Histograms are very similar in ggplot. Just define a base ggplot that has an x value and you're good to go."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wma+ZcsabZGxuZGx+5Gz2ZGx+ZGxullK+ZnUk4+Pj2bdvXzZu3Jh77703yXeK6aVLl9LT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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11519f750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (290561845)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price')) + geom_histogram()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, just as you do can with other geoms, you can add different aesthetics to your plot in order to visualize multi-dimensional data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kmcHKbVeoWxUfuLX3w3EeagxcNUXaeoWU6R587XJGRoY6OsxajjEabrdbeXl5E+sfQcNE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\nv/U9vqIIgA25BQBgQ24BANiQWwAANgKMjXWv2H9ZfQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1151c2f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (291318073)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price', fill='clarity')) + geom_histogram()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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